Zambian Language Trainer Window

Curate local language datasets and trigger asynchronous machine learning training

Multilingual

Select Target Zambian Dialect to Manage & Train:

🇿🇲 Unified (All)
🇿🇲 Chibemba
🇿🇲 Chinyanja
🇿🇲 Chitonga
🇿🇲 Silozi
🇬🇧 English
🌐 Mixed/General

Local Dataset Inspector: All

25506 Records
Phrase Text Dialect Category Label Source
@kieffer_jason @C_janacek07. No the fuck it doesn't it's a fucking song wtf r u talking about. Yes the fuck I can bitch Mixed Abusive User Added
@kieffer_jason @C_janacek07 nigga stop being a bitch and come to the high school You already said yes Mixed Abusive User Added
@kieffer_Jason bitch what time Mixed Abusive User Added
@kiara_curry i know im so kidding. Some of BET is funny. I love when blacks call eachother ignorant and niggers. Makes me not have to Mixed Hate Speech User Added
@khamillkilroy 😂😂 Shy Glizzy Mixed Safe User Added
@kfocht735 Nope - got lucky - some washing on the slopes, gonna make it a little rough combining but feeling very fortunate today Mixed Safe User Added
@kevkid79 quit ya hating you oyster lookin ass bitch. Mixed Abusive User Added
@keshhh got bitches that look like Bulldogs instead lol Mixed Abusive User Added
@kerrtheresa moderator wants to bitch slap Romney so hard Mixed Abusive User Added
@keongetsbitches fag 💛 Mixed Abusive User Added
@kenzystuart1 Hey, that guy has the same first name that I do! What a fag. Mixed Abusive User Added
@kenzieblake2015 what time is your bonfire Saturday hoe? Mixed Abusive User Added

Add Local Phrase

Batch Import CSV

CSV Only

Upload a custom CSV file to bulk import training data across all languages. Required columns: phrase (or text), category (0=Hate, 1=Abusive, 2=Safe), and optionally language.

Model Training Control

20%

Evaluation Results

Trained Algorithm: Decision Tree
ACCURACY
F1 SCORE
Confusion Matrix Grid
46
0
0
2
41
4
0
0
47
Columns: Predicted Rows: Actual
Algorithm Accuracy Graph